{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.3'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "pd.__version__  # for the record"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-06</th>\n",
       "      <td>133.490005</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>133.970001</td>\n",
       "      <td>117.205429</td>\n",
       "      <td>143331600</td>\n",
       "      <td>134.040915</td>\n",
       "      <td>124.627085</td>\n",
       "      <td>0.992467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "2011-07-06  133.490005  134.139999  133.110001  133.970001  117.205429   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  \n",
       "2011-07-06  143331600  134.040915  124.627085  0.992467  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-27</th>\n",
       "      <td>132.419998</td>\n",
       "      <td>133.429993</td>\n",
       "      <td>131.970001</td>\n",
       "      <td>133.169998</td>\n",
       "      <td>118.980804</td>\n",
       "      <td>108088000</td>\n",
       "      <td>136.447962</td>\n",
       "      <td>128.140042</td>\n",
       "      <td>0.605441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-27  132.419998  133.429993  131.970001  133.169998  118.980804   \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-27  108088000  136.447962  128.140042  0.605441  \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "#df = df.loc['2012-01-01':,:]\n",
    "idf.shape\n",
    "idf.head(3)\n",
    "idf.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = idf.loc['2011-08-15':'2011-11-30',:]\n",
    "df = idf.loc['2011-07-01':'2011-12-30',:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "\n",
    "mpf.plot(df,volume=True)#,widths_adjust=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(127, 9)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Index(['Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume', 'UpperB',\n",
       "       'LowerB', 'PercentB'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "exp12 = df['Close'].ewm(span=12, adjust=False).mean()\n",
    "exp26 = df['Close'].ewm(span=26, adjust=False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "macd = exp12 - exp26"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal = macd.ewm(span=9, adjust=False).mean()\n",
    "hist = macd - signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#mpf.available_styles()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 880x550 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 880x715 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [mpf.make_addplot(exp12,color='fuchsia'),\n",
    "        mpf.make_addplot(exp26,color='blue'),\n",
    "        mpf.make_addplot(hist,type='bar',width=0.6,panel=1,color='dimgray',alpha=1),\n",
    "        mpf.make_addplot(macd,panel=1,color='lime'),#,secondary_y=True),\n",
    "        mpf.make_addplot(signal,panel=1,color='c')#,secondary_y=True),\n",
    "       ]\n",
    "apds = [mpf.make_addplot(exp12,color='lime'),\n",
    "        mpf.make_addplot(exp26,color='c'),\n",
    "        mpf.make_addplot(hist,type='bar',width=0.7,panel=1,color='dimgray',alpha=1,secondary_y=False),\n",
    "        mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True),\n",
    "        mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),\n",
    "         style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,2))#,widths_adjust=False)\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,6.5),\n",
    "         style='default')#,widths_adjust=False)#,panel_ratios=(7,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = mpf.make_mpf_style(base_mpf_style='default',rc={'figure.facecolor':'lightgray'})\n",
    "s = 'classic'\n",
    "s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x780 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1.2,figratio=(8,6.5),\n",
    "         style=s,panel_ratios=(7,5,3),volume=True,volume_panel=2,\n",
    "         #savefig=dict(fname='tight.png',bbox_inches='tight'))\n",
    "        )#tight_layout=True)\n",
    "\n",
    "#mpf.plot(df,type='candle',addplot=apds,figscale=1.3,figratio=(8,6.5),\n",
    "#         style='default',panel_ratios=(7,5,3),volume=True,volume_panel=2,\n",
    "#         #savefig=dict(fname='tight.png',bbox_inches='tight'))\n",
    "#        )#tight_layout=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x650 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x650 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x650 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "retw= {'volume_width': 0.04960629921259843, 'volume_linewidth': 0.1, 'ohlc_ticksize': 0.3968503937007874, 'ohlc_linewidth': None, 'candle_width': 2.7283464566929134, 'candle_linewidth': None} \n",
      "\n"
     ]
    }
   ],
   "source": [
    "apds = [mpf.make_addplot(exp12,color='lime',panel=1),\n",
    "        mpf.make_addplot(exp26,color='c',panel=1),\n",
    "        mpf.make_addplot(hist,type='bar',width=0.6,panel=0,color='dimgray',alpha=1,secondary_y=False),\n",
    "        mpf.make_addplot(macd,panel=0,color='fuchsia',secondary_y=True),\n",
    "        mpf.make_addplot(signal,panel=0,color='b',secondary_y=True),\n",
    "       ]\n",
    "\n",
    "s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'})\n",
    "\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1,figratio=(8,6.5),\n",
    "         style=s,panel_ratios=(4,6,3),volume=True,volume_panel=2,main_panel=1\n",
    "         ,tight_layout=True,title='MACD')\n",
    "\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1,figratio=(8,6.5),\n",
    "         style=s,panel_ratios=(4,6,3),volume=True,volume_panel=2,main_panel=1\n",
    "         ,tight_layout=True,title='MACD',scale_width_config=dict(volume=2.1,candle=3))\n",
    "\n",
    "retw = {}\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1,figratio=(8,6.5),\n",
    "         style=s,panel_ratios=(4,6,3),volume=True,volume_panel=2,main_panel=1,\n",
    "         tight_layout=True,title='MACD',width_adjuster_version='v0',\n",
    "         scale_width_config=dict(candle=5.5,volume=0.1),\n",
    "         #update_width_config=dict(candle_width=1,volume_linewidth=0.1),\n",
    "         update_width_config=dict(volume_linewidth=0.1),\n",
    "         return_width_config=retw)\n",
    "\n",
    "print('retw=',retw,'\\n')\n",
    "\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1.2,figratio=(8,6.5),\n",
    "         style=s,panel_ratios=(4,6,3),volume=True,volume_panel=2,main_panel=1,\n",
    "         savefig=dict(fname='tight.png',bbox_inches='tight'),\n",
    "         tight_layout=True,title='MACD')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "\n",
    "im = Image.open('tight.png')\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plotimg(im):\n",
    "    fig,ax = plt.subplots()\n",
    "    ax.set_axis_off()\n",
    "    ax.imshow(im)\n",
    "    plt.show()\n",
    "\n",
    "plotimg(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
